[R-sig-ME] level 1 variance-covariance structure
Andrew Robinson
A.Robinson at ms.unimelb.edu.au
Tue Apr 12 21:05:10 CEST 2011
Hi Sebastian,
two things to think about here ... first, the error reported below
refers to the function evaluation limit. You need to increase that as
well as the number if iterations. The relevant argument for control
is msMaxEval. Second, I've had models converge after 5000
iterations.
Best wishes
Andrew
On Tue, Apr 12, 2011 at 08:42:34AM -0500, Sebastián Daza wrote:
> Thank you for your reply Thierry...
> Increasing the number of iterations doesn't work:
>
> m3a <- lme(attit ~ 1 + age13 , data=data, random= ~ age13 | id,
> correlation = corAR1(, form = ~ ind | id), control=list(maxIter=1000,
> msMaxIter=1000, niterEM=1000))
>
> Error in lme.formula(attit ~ 1 + age13, data = data, random = ~age13 | :
> nlminb problem, convergence error code = 1
> message = function evaluation limit reached without convergence (9)
>
> I have attached my database. I don't know if it is a problem of my model
> or a limitation of lme function.
>
> The best!
> Sebastian.
>
> On 4/12/2011 6:25 AM, ONKELINX, Thierry wrote:
> >Dear Sebastian,
> >
> >You don't need to create dummy variables your selve.
> >
> >You can write m2a<- lme(attit ~ 1 + age13 , data=data, random= ~ 0 +
> >ind1+ ind2+ ind3+ ind4+ ind5 | id, method="REML") as
> >
> >m2a<- lme(attit ~ 1 + age13 , data=data, random= ~ 0 + factor(ind) | id,
> >method="REML")
> >
> >Or if ind is an indicator for age13:
> >
> >m2a<- lme(attit ~ 1 + age13 , data=data, random= ~ 0 + factor(age13) |
> >id, method="REML")
> >
> >Have a look at lmeControl() to increase the number of iterations.
> >
> >Best regards,
> >
> >Thierry
> >
> >----------------------------------------------------------------------------
> >ir. Thierry Onkelinx
> >Instituut voor natuur- en bosonderzoek
> >team Biometrie& Kwaliteitszorg
> >Gaverstraat 4
> >9500 Geraardsbergen
> >Belgium
> >
> >Research Institute for Nature and Forest
> >team Biometrics& Quality Assurance
> >Gaverstraat 4
> >9500 Geraardsbergen
> >Belgium
> >
> >tel. + 32 54/436 185
> >Thierry.Onkelinx at inbo.be
> >www.inbo.be
> >
> >To call in the statistician after the experiment is done may be no more
> >than asking him to perform a post-mortem examination: he may be able to
> >say what the experiment died of.
> >~ Sir Ronald Aylmer Fisher
> >
> >The plural of anecdote is not data.
> >~ Roger Brinner
> >
> >The combination of some data and an aching desire for an answer does not
> >ensure that a reasonable answer can be extracted from a given body of data.
> >~ John Tukey
> >
> >
> >>-----Oorspronkelijk bericht-----
> >>Van: r-sig-mixed-models-bounces at r-project.org
> >>[mailto:r-sig-mixed-models-bounces at r-project.org] Namens
> >>Sebastián Daza
> >>Verzonden: maandag 11 april 2011 18:44
> >>Aan: R-SIG-Mixed-Models at r-project.org
> >>Onderwerp: [R-sig-ME] level 1 variance-covariance structure
> >>
> >>Hi everyone,
> >>I am trying to reproduce some results models from HLM (HMLM)
> >>to contrast different specifications of level 1
> >>variance-covariance, but I get convergence errors. I would
> >>like to know if there are any problems with my model specification...
> >>
> >>
> >># database structure
> >>
> >>head(data[,c(1,2,6, 9:13,17)])
> >> id attit age13 ind1 ind2 ind3 ind4 ind5 ind
> >>1 3 0.11 -2 1 0 0 0 0 1
> >>2 3 0.20 -1 0 1 0 0 0 2
> >>3 3 0.00 0 0 0 1 0 0 3
> >>4 3 0.00 1 0 0 0 1 0 4
> >>5 3 0.11 2 0 0 0 0 1 5
> >>6 8 0.29 -2 1 0 0 0 0 1
> >>
> >># attit is a deviant measure and ind variables indicate
> >>different waves # following some examples of snijders and
> >>bosker's book, I get the unrestricted model:
> >>
> >> > m2a<- lme(attit ~ 1 + age13 , data=data, random= ~ 0 +
> >>ind1+ ind2+
> >>ind3+ ind4+ ind5 | id, method="REML")
> >>
> >> > summary(m2a)
> >>Linear mixed-effects model fit by REML
> >> Data: data
> >> AIC BIC logLik
> >> -326.2096 -236.5348 181.1048
> >>
> >>Random effects:
> >> Formula: ~0 + ind1 + ind2 + ind3 + ind4 + ind5 | id
> >> Structure: General positive-definite, Log-Cholesky parametrization
> >> StdDev Corr
> >>ind1 0.17219431 ind1 ind2 ind3 ind4
> >>ind2 0.19789253 0.493
> >>ind3 0.25942942 0.425 0.544
> >>ind4 0.28354459 0.442 0.442 0.723
> >>ind5 0.29097082 0.498 0.474 0.639 0.808
> >>Residual 0.07457025
> >>
> >>Fixed effects: attit ~ 1 + age13
> >> Value Std.Error DF t-value p-value
> >>(Intercept) 0.3210558 0.012832840 839 25.01829 0
> >>age13 0.0593529 0.004716984 839 12.58282 0
> >> Correlation:
> >> (Intr)
> >>age13 0.504
> >>
> >>Standardized Within-Group Residuals:
> >> Min Q1 Med Q3 Max
> >>-1.46371871 -0.27170442 -0.04080686 0.26239553 1.69883910
> >>
> >>Number of Observations: 1079
> >>Number of Groups: 239
> >>
> >># variance-covariance matrix
> >>
> >> > extract.lme.cov2(m2a,data)$V[[6]]
> >> 25 26 27 28 29
> >>25 0.03521160 0.01681647 0.01899029 0.02159300 0.02494013
> >>26 0.01681647 0.04472218 0.02793174 0.02481343 0.02727012
> >>27 0.01899029 0.02793174 0.07286434 0.05318967 0.04823107
> >>28 0.02159300 0.02481343 0.05318967 0.08595826 0.06667139
> >>29 0.02494013 0.02727012 0.04823107 0.06667139 0.09022474
> >>
> >># I get the same results than unrestricted model in HLM
> >>
> >># When I try to get the same unrestricted model using "corStruc"
> >>commands in lme, I get a convergence problem. Am I
> >>reproducing the model m2a?
> >>
> >> > m2b<- lme(attit ~ 1 + age13 , data=data, random= ~ age13
> >>| id, correlation = corSymm(, form = ~ ind | id)) Error in
> >>lme.formula(attit ~ 1 + age13, data = data, random = ~age13 | :
> >> nlminb problem, convergence error code = 1
> >> message = iteration limit reached without convergence (9)
> >>
> >># When I try to get an autoregressive model, I get again a
> >>convergence problem.
> >>
> >> > m3a<- lme(attit ~ 1 + age13 , data=data, random= ~ age13
> >>| id, correlation = corAR1(, form = ~ ind | id)) Error in
> >>lme.formula(attit ~ 1 + age13, data = data, random = ~age13 | :
> >> nlminb problem, convergence error code = 1
> >> message = iteration limit reached without convergence (9)
> >>
> >>Does anyone know how I can solve this?
> >>Thank you in advance.
> >>
> >>--
> >>Sebastián Daza
> >>sebastian.daza at gmail.com
> >>
> >>_______________________________________________
> >>R-sig-mixed-models at r-project.org mailing list
> >>https://stat.ethz.ch/mailman/listinfo/r-sig-mixed-models
> >>
>
> --
> Sebastián Daza
> sebastian.daza at gmail.com
> "id","attit","expo","age","age11","age13","age11s","age13s","ind1","ind2","ind3","ind4","ind5","female","minority","income","ind"
> 3,0.11,-0.37,11,0,-2,0,4,1,0,0,0,0,1,0,3,1
> 3,0.2,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,3,2
> 3,0,-0.37,13,2,0,4,0,0,0,1,0,0,1,0,3,3
> 3,0,-0.27,14,3,1,9,1,0,0,0,1,0,1,0,3,4
> 3,0.11,-0.17,15,4,2,16,4,0,0,0,0,1,1,0,3,5
> 8,0.29,0.42,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 8,0.29,0.2,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 8,0.11,0.42,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 8,0.51,0.2,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 8,0.69,0.2,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 9,0.8,0.47,11,0,-2,0,4,1,0,0,0,0,0,0,3,1
> 9,0.58,0.52,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 9,0.64,0.2,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 9,0.75,0.47,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 9,0.98,0.47,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 15,0.44,0.07,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 15,0.44,0.32,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 15,0.89,0.47,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 15,0.75,0.26,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 15,0.8,0.47,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 33,0.2,-0.27,11,0,-2,0,4,1,0,0,0,0,1,0,4,1
> 33,0.64,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,4,2
> 33,0.69,-0.27,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 33,0.11,0.07,15,4,2,16,4,0,0,0,0,1,1,0,4,5
> 45,0.11,0.26,11,0,-2,0,4,1,0,0,0,0,1,0,4,1
> 45,0.37,-0.17,12,1,-1,1,1,0,1,0,0,0,1,0,4,2
> 45,0.37,0.14,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 45,0.37,0.14,14,3,1,9,1,0,0,0,1,0,1,0,4,4
> 45,0.69,0.32,15,4,2,16,4,0,0,0,0,1,1,0,4,5
> 52,0.29,-0.17,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 52,0.2,-0.01,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 52,0.44,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 52,0.44,-0.17,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 77,0.11,-0.27,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 77,0.2,-0.09,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 77,0.64,-0.09,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 77,0.58,0.2,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 77,0.8,0.26,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 79,0.2,0.2,11,0,-2,0,4,1,0,0,0,0,1,0,6,1
> 79,0.51,0.26,12,1,-1,1,1,0,1,0,0,0,1,0,6,2
> 79,0.51,0.61,13,2,0,4,0,0,0,1,0,0,1,0,6,3
> 79,0.69,0.96,14,3,1,9,1,0,0,0,1,0,1,0,6,4
> 79,0.94,0.98,15,4,2,16,4,0,0,0,0,1,1,0,6,5
> 83,0,0.86,11,0,-2,0,4,1,0,0,0,0,0,1,3,1
> 83,0.2,-0.27,12,1,-1,1,1,0,1,0,0,0,0,1,3,2
> 83,0.58,0.65,13,2,0,4,0,0,0,1,0,0,0,1,3,3
> 83,0.37,-0.09,14,3,1,9,1,0,0,0,1,0,0,1,3,4
> 93,0,-0.09,11,0,-2,0,4,1,0,0,0,0,1,0,5,1
> 93,0,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
> 93,0,-0.17,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 93,0.2,0.07,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 93,0.2,-0.09,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 96,0.2,-0.09,11,0,-2,0,4,1,0,0,0,0,1,0,7,1
> 96,0.29,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,7,2
> 96,0.29,-0.01,13,2,0,4,0,0,0,1,0,0,1,0,7,3
> 96,0.64,0.07,14,3,1,9,1,0,0,0,1,0,1,0,7,4
> 96,0.51,0.14,15,4,2,16,4,0,0,0,0,1,1,0,7,5
> 107,0.37,-0.09,11,0,-2,0,4,1,0,0,0,0,1,0,9,1
> 107,0.51,-0.17,12,1,-1,1,1,0,1,0,0,0,1,0,9,2
> 107,0.29,-0.37,13,2,0,4,0,0,0,1,0,0,1,0,9,3
> 119,0.64,-0.09,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 119,0.29,-0.17,12,1,-1,1,1,0,1,0,0,0,0,0,5,2
> 119,0.51,-0.09,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 119,0.58,0.26,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 119,0.51,0.42,15,4,2,16,4,0,0,0,0,1,0,0,5,5
> 120,0.2,0.37,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 120,0.11,-0.27,12,1,-1,1,1,0,1,0,0,0,0,0,5,2
> 120,0.11,-0.17,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 120,0.58,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 120,0.69,-0.09,15,4,2,16,4,0,0,0,0,1,0,0,5,5
> 127,0.2,-0.06,11,0,-2,0,4,1,0,0,0,0,0,1,2,1
> 127,0.2,0.14,12,1,-1,1,1,0,1,0,0,0,0,1,2,2
> 127,0.2,0.42,13,2,0,4,0,0,0,1,0,0,0,1,2,3
> 127,0.11,-0.01,14,3,1,9,1,0,0,0,1,0,0,1,2,4
> 127,0.51,0.07,15,4,2,16,4,0,0,0,0,1,0,1,2,5
> 138,0,0.47,11,0,-2,0,4,1,0,0,0,0,0,1,2,1
> 138,0.29,0.2,12,1,-1,1,1,0,1,0,0,0,0,1,2,2
> 138,0,-0.01,13,2,0,4,0,0,0,1,0,0,0,1,2,3
> 138,0.2,0.56,14,3,1,9,1,0,0,0,1,0,0,1,2,4
> 138,0.44,0.8,15,4,2,16,4,0,0,0,0,1,0,1,2,5
> 141,0.11,0.2,11,0,-2,0,4,1,0,0,0,0,0,1,2,1
> 141,0.29,0.68,12,1,-1,1,1,0,1,0,0,0,0,1,2,2
> 141,0.69,0.42,13,2,0,4,0,0,0,1,0,0,0,1,2,3
> 141,0.8,0.56,14,3,1,9,1,0,0,0,1,0,0,1,2,4
> 141,0.64,0.37,15,4,2,16,4,0,0,0,0,1,0,1,2,5
> 152,0.37,0.14,11,0,-2,0,4,1,0,0,0,0,0,0,10,1
> 152,0.29,-0.27,12,1,-1,1,1,0,1,0,0,0,0,0,10,2
> 152,0.29,-0.27,13,2,0,4,0,0,0,1,0,0,0,0,10,3
> 152,0.29,-0.09,14,3,1,9,1,0,0,0,1,0,0,0,10,4
> 152,0.29,-0.09,15,4,2,16,4,0,0,0,0,1,0,0,10,5
> 158,0.58,-0.09,11,0,-2,0,4,1,0,0,0,0,0,0,3,1
> 158,0.51,0.14,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 158,0.89,0.96,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 158,0.85,0.37,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 159,0.11,-0.17,11,0,-2,0,4,1,0,0,0,0,1,0,8,1
> 159,0.37,0.37,12,1,-1,1,1,0,1,0,0,0,1,0,8,2
> 159,0.11,0.2,13,2,0,4,0,0,0,1,0,0,1,0,8,3
> 159,0.11,0.32,14,3,1,9,1,0,0,0,1,0,1,0,8,4
> 159,0.29,0.25,15,4,2,16,4,0,0,0,0,1,1,0,8,5
> 165,0,-0.37,11,0,-2,0,4,1,0,0,0,0,1,1,4,1
> 165,0.11,-0.37,12,1,-1,1,1,0,1,0,0,0,1,1,4,2
> 165,0,-0.37,13,2,0,4,0,0,0,1,0,0,1,1,4,3
> 168,0.44,0.37,11,0,-2,0,4,1,0,0,0,0,0,1,1,1
> 173,0.44,0.07,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 173,0.8,0.65,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 173,0.8,0.42,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 173,0.85,0.56,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 180,0.89,0.56,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 180,1.06,0.73,14,3,1,9,1,0,0,0,1,0,1,0,2,4
> 180,0.94,0.61,15,4,2,16,4,0,0,0,0,1,1,0,2,5
> 181,1.13,0.56,12,1,-1,1,1,0,1,0,0,0,1,0,2,2
> 181,0.94,0.61,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 181,1.17,0.93,14,3,1,9,1,0,0,0,1,0,1,0,2,4
> 181,1.2,1.04,15,4,2,16,4,0,0,0,0,1,1,0,2,5
> 186,0,-0.27,11,0,-2,0,4,1,0,0,0,0,1,1,1,1
> 186,0.11,0.26,12,1,-1,1,1,0,1,0,0,0,1,1,1,2
> 186,0.37,-0.01,13,2,0,4,0,0,0,1,0,0,1,1,1,3
> 186,0.11,-0.37,14,3,1,9,1,0,0,0,1,0,1,1,1,4
> 186,0.51,-0.37,15,4,2,16,4,0,0,0,0,1,1,1,1,5
> 189,0.2,0.14,11,0,-2,0,4,1,0,0,0,0,0,0,3,1
> 189,0.29,-0.37,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 189,0.11,-0.37,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 189,0.44,-0.37,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 190,0.44,0.26,11,0,-2,0,4,1,0,0,0,0,0,0,1,1
> 190,0.44,0.14,12,1,-1,1,1,0,1,0,0,0,0,0,1,2
> 190,0.51,0.32,13,2,0,4,0,0,0,1,0,0,0,0,1,3
> 190,0.51,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,1,4
> 190,0.51,0.2,15,4,2,16,4,0,0,0,0,1,0,0,1,5
> 194,0,0.14,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 198,0.37,-0.09,11,0,-2,0,4,1,0,0,0,0,0,0,2,1
> 198,0.29,-0.01,12,1,-1,1,1,0,1,0,0,0,0,0,2,2
> 198,0.44,0.26,13,2,0,4,0,0,0,1,0,0,0,0,2,3
> 198,0.64,0.42,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 198,0.8,0.2,15,4,2,16,4,0,0,0,0,1,0,0,2,5
> 199,0.29,-0.09,11,0,-2,0,4,1,0,0,0,0,1,0,3,1
> 199,0.2,-0.09,12,1,-1,1,1,0,1,0,0,0,1,0,3,2
> 199,0.29,0.42,13,2,0,4,0,0,0,1,0,0,1,0,3,3
> 199,0.64,-0.01,14,3,1,9,1,0,0,0,1,0,1,0,3,4
> 199,0.51,0.26,15,4,2,16,4,0,0,0,0,1,1,0,3,5
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> 208,0.37,-0.27,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 208,0,-0.27,14,3,1,9,1,0,0,0,1,0,0,0,3,4
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> 211,0,-0.37,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 211,0,-0.37,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 211,0,-0.37,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 211,0,-0.27,15,4,2,16,4,0,0,0,0,1,0,0,3,5
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> 218,0.51,-0.01,13,2,0,4,0,0,0,1,0,0,1,0,6,3
> 218,0.69,-0.01,14,3,1,9,1,0,0,0,1,0,1,0,6,4
> 218,0.89,0.2,15,4,2,16,4,0,0,0,0,1,1,0,6,5
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> 231,0,-0.37,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
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> 237,0.44,-0.17,12,1,-1,1,1,0,1,0,0,0,0,0,2,2
> 237,0.29,-0.27,13,2,0,4,0,0,0,1,0,0,0,0,2,3
> 237,0.69,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 237,0.75,-0.09,15,4,2,16,4,0,0,0,0,1,0,0,2,5
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> 244,0.2,-0.27,12,1,-1,1,1,0,1,0,0,0,1,1,2,2
> 244,0,-0.27,13,2,0,4,0,0,0,1,0,0,1,1,2,3
> 244,0,-0.37,14,3,1,9,1,0,0,0,1,0,1,1,2,4
> 244,0.37,-0.37,15,4,2,16,4,0,0,0,0,1,1,1,2,5
> 246,0.8,0.26,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 246,0.58,0.2,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 246,0.29,0.14,15,4,2,16,4,0,0,0,0,1,0,0,5,5
> 249,0.11,-0.37,11,0,-2,0,4,1,0,0,0,0,0,1,4,1
> 249,0.11,-0.09,12,1,-1,1,1,0,1,0,0,0,0,1,4,2
> 249,0,-0.17,13,2,0,4,0,0,0,1,0,0,0,1,4,3
> 249,0.37,-0.17,14,3,1,9,1,0,0,0,1,0,0,1,4,4
> 249,0.75,-0.17,15,4,2,16,4,0,0,0,0,1,0,1,4,5
> 259,0,-0.17,11,0,-2,0,4,1,0,0,0,0,0,0,6,1
> 259,0.11,0.19,12,1,-1,1,1,0,1,0,0,0,0,0,6,2
> 259,0.64,0.2,13,2,0,4,0,0,0,1,0,0,0,0,6,3
> 259,0.69,0.2,14,3,1,9,1,0,0,0,1,0,0,0,6,4
> 259,0.69,-0.01,15,4,2,16,4,0,0,0,0,1,0,0,6,5
> 262,0.2,-0.01,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 262,0.11,-0.37,12,1,-1,1,1,0,1,0,0,0,0,0,5,2
> 262,0.2,-0.37,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 262,0.69,-0.37,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 262,0.29,-0.37,15,4,2,16,4,0,0,0,0,1,0,0,5,5
> 266,0.37,-0.37,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 266,0,-0.09,12,1,-1,1,1,0,1,0,0,0,0,0,5,2
> 266,0.29,-0.09,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 266,0.69,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 266,0.75,0.14,15,4,2,16,4,0,0,0,0,1,0,0,5,5
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> 268,0.29,-0.09,12,1,-1,1,1,0,1,0,0,0,1,0,6,2
> 268,0.69,-0.01,13,2,0,4,0,0,0,1,0,0,1,0,6,3
> 268,0.58,-0.17,14,3,1,9,1,0,0,0,1,0,1,0,6,4
> 268,0.29,-0.01,15,4,2,16,4,0,0,0,0,1,1,0,6,5
> 281,0.29,-0.01,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 281,0.37,0.32,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 281,0.51,0.14,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 281,0.64,-0.01,15,4,2,16,4,0,0,0,0,1,0,0,5,5
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> 314,0.2,-0.27,11,0,-2,0,4,1,0,0,0,0,0,0,10,1
> 314,0.2,-0.27,12,1,-1,1,1,0,1,0,0,0,0,0,10,2
> 314,0.44,-0.27,13,2,0,4,0,0,0,1,0,0,0,0,10,3
> 314,0.11,-0.09,14,3,1,9,1,0,0,0,1,0,0,0,10,4
> 314,0.11,-0.17,15,4,2,16,4,0,0,0,0,1,0,0,10,5
> 330,0.29,-0.01,11,0,-2,0,4,1,0,0,0,0,0,1,2,1
> 330,0.37,0.2,12,1,-1,1,1,0,1,0,0,0,0,1,2,2
> 330,0,-0.17,13,2,0,4,0,0,0,1,0,0,0,1,2,3
> 330,0.51,0.2,15,4,2,16,4,0,0,0,0,1,0,1,2,5
> 334,0,-0.17,12,1,-1,1,1,0,1,0,0,0,1,1,1,2
> 334,0.11,-0.27,13,2,0,4,0,0,0,1,0,0,1,1,1,3
> 334,0,-0.17,14,3,1,9,1,0,0,0,1,0,1,1,1,4
> 334,0,-0.37,15,4,2,16,4,0,0,0,0,1,1,1,1,5
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> 361,0.44,-0.09,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 361,0.8,0.69,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 362,0.11,-0.09,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 362,0.37,-0.09,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 362,0,-0.17,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 362,0,-0.27,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 362,0,-0.37,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 363,0,-0.17,11,0,-2,0,4,1,0,0,0,0,1,0,4,1
> 363,0.11,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,4,2
> 363,0,0.07,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 363,0.11,-0.01,14,3,1,9,1,0,0,0,1,0,1,0,4,4
> 363,0,-0.37,15,4,2,16,4,0,0,0,0,1,1,0,4,5
> 368,0.29,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,2,2
> 368,0.11,-0.17,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 368,0,0.73,14,3,1,9,1,0,0,0,1,0,1,0,2,4
> 368,0.2,0.26,15,4,2,16,4,0,0,0,0,1,1,0,2,5
> 369,0.51,-0.06,11,0,-2,0,4,1,0,0,0,0,1,0,2,1
> 369,0.37,-0.17,12,1,-1,1,1,0,1,0,0,0,1,0,2,2
> 369,0.69,-0.17,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 369,0.69,0.47,15,4,2,16,4,0,0,0,0,1,1,0,2,5
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> 385,0.2,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
> 385,0.37,-0.27,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 385,0.64,-0.17,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 385,0.69,-0.01,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 387,0.29,-0.09,11,0,-2,0,4,1,0,0,0,0,1,0,10,1
> 387,0.44,0.14,12,1,-1,1,1,0,1,0,0,0,1,0,10,2
> 387,0.69,0.2,13,2,0,4,0,0,0,1,0,0,1,0,10,3
> 387,0.94,0.2,14,3,1,9,1,0,0,0,1,0,1,0,10,4
> 387,0.75,0.14,15,4,2,16,4,0,0,0,0,1,1,0,10,5
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> 396,0.44,-0.01,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
> 396,0.37,0.07,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 396,0.44,0.14,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 396,0.29,-0.01,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 398,0.44,-0.27,11,0,-2,0,4,1,0,0,0,0,1,0,5,1
> 398,0.44,-0.09,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 398,0.44,0.07,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 398,0.51,-0.01,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 400,0.2,-0.27,11,0,-2,0,4,1,0,0,0,0,0,0,6,1
> 400,0.29,-0.17,12,1,-1,1,1,0,1,0,0,0,0,0,6,2
> 400,0.37,-0.27,13,2,0,4,0,0,0,1,0,0,0,0,6,3
> 400,0.29,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,6,4
> 400,0.44,-0.09,15,4,2,16,4,0,0,0,0,1,0,0,6,5
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> 411,0.12,-0.01,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 411,0.37,-0.01,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 411,0.69,0.42,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 411,0.75,0.47,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 419,0.29,-0.09,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 419,0,-0.27,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 419,0.11,-0.09,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 419,0.69,0.32,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 419,0.69,0.37,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 422,0.2,0.03,11,0,-2,0,4,1,0,0,0,0,1,0,5,1
> 422,0.11,-0.17,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
> 422,0.44,-0.01,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 422,0.29,0.2,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 422,0.51,0.26,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 424,0.44,-0.27,11,0,-2,0,4,1,0,0,0,0,1,0,2,1
> 424,0.2,-0.09,12,1,-1,1,1,0,1,0,0,0,1,0,2,2
> 424,0.69,0.42,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 424,1.17,0.56,14,3,1,9,1,0,0,0,1,0,1,0,2,4
> 424,1.06,0.52,15,4,2,16,4,0,0,0,0,1,1,0,2,5
> 434,0.51,-0.09,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 434,0.51,-0.09,12,1,-1,1,1,0,1,0,0,0,0,0,5,2
> 434,0.69,-0.01,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 434,0.85,0.37,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 434,0.8,0.42,15,4,2,16,4,0,0,0,0,1,0,0,5,5
> 442,0.37,-0.17,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 442,0.69,0.07,12,1,-1,1,1,0,1,0,0,0,0,0,5,2
> 442,0.37,0.14,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 442,0.51,0.37,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 442,0.64,0.14,15,4,2,16,4,0,0,0,0,1,0,0,5,5
> 453,0.51,-0.09,11,0,-2,0,4,1,0,0,0,0,0,0,2,1
> 453,0.51,0.26,13,2,0,4,0,0,0,1,0,0,0,0,2,3
> 453,0.44,0.65,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 453,0.8,0.76,15,4,2,16,4,0,0,0,0,1,0,0,2,5
> 454,0.44,0.26,11,0,-2,0,4,1,0,0,0,0,1,0,2,1
> 454,0.94,0.61,12,1,-1,1,1,0,1,0,0,0,1,0,2,2
> 454,0.75,0.52,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 454,0.58,0.56,14,3,1,9,1,0,0,0,1,0,1,0,2,4
> 454,1.02,0.73,15,4,2,16,4,0,0,0,0,1,1,0,2,5
> 459,0.29,-0.17,11,0,-2,0,4,1,0,0,0,0,0,0,9,1
> 459,0.2,-0.17,12,1,-1,1,1,0,1,0,0,0,0,0,9,2
> 459,0.44,0.07,13,2,0,4,0,0,0,1,0,0,0,0,9,3
> 459,0.58,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,9,4
> 459,0.29,-0.01,15,4,2,16,4,0,0,0,0,1,0,0,9,5
> 468,0.44,0.2,11,0,-2,0,4,1,0,0,0,0,0,0,7,1
> 468,0.44,0.26,13,2,0,4,0,0,0,1,0,0,0,0,7,3
> 468,0.11,0.26,14,3,1,9,1,0,0,0,1,0,0,0,7,4
> 468,0.69,0.2,15,4,2,16,4,0,0,0,0,1,0,0,7,5
> 473,0.2,0.65,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 473,0,0.61,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 473,0.29,0.2,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 473,0.2,-0.17,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 473,0.37,0.32,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 488,0.29,-0.37,11,0,-2,0,4,1,0,0,0,0,1,0,3,1
> 488,0.2,-0.17,12,1,-1,1,1,0,1,0,0,0,1,0,3,2
> 488,0.11,-0.27,13,2,0,4,0,0,0,1,0,0,1,0,3,3
> 488,0.11,-0.27,14,3,1,9,1,0,0,0,1,0,1,0,3,4
> 488,0.11,-0.09,15,4,2,16,4,0,0,0,0,1,1,0,3,5
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> 514,0.51,-0.17,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
> 514,0.8,-0.17,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 514,0.75,-0.17,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 514,0.89,0.14,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 520,0.11,0.86,11,0,-2,0,4,1,0,0,0,0,0,0,2,1
> 520,0.11,0.26,12,1,-1,1,1,0,1,0,0,0,0,0,2,2
> 520,0.44,0.19,13,2,0,4,0,0,0,1,0,0,0,0,2,3
> 520,0.51,0.32,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 520,0.69,0.83,15,4,2,16,4,0,0,0,0,1,0,0,2,5
> 522,0.2,-0.27,11,0,-2,0,4,1,0,0,0,0,1,1,4,1
> 522,0.11,-0.01,12,1,-1,1,1,0,1,0,0,0,1,1,4,2
> 522,0.2,-0.27,13,2,0,4,0,0,0,1,0,0,1,1,4,3
> 522,0.69,-0.27,14,3,1,9,1,0,0,0,1,0,1,1,4,4
> 522,0.69,-0.01,15,4,2,16,4,0,0,0,0,1,1,1,4,5
> 528,0.11,0.32,11,0,-2,0,4,1,0,0,0,0,0,0,8,1
> 528,0,-0.27,12,1,-1,1,1,0,1,0,0,0,0,0,8,2
> 528,0,-0.27,13,2,0,4,0,0,0,1,0,0,0,0,8,3
> 528,0.37,-0.09,14,3,1,9,1,0,0,0,1,0,0,0,8,4
> 528,0.51,0.11,15,4,2,16,4,0,0,0,0,1,0,0,8,5
> 529,0,-0.37,11,0,-2,0,4,1,0,0,0,0,1,0,10,1
> 529,0,-0.37,12,1,-1,1,1,0,1,0,0,0,1,0,10,2
> 529,0.2,-0.27,13,2,0,4,0,0,0,1,0,0,1,0,10,3
> 529,0.2,-0.27,14,3,1,9,1,0,0,0,1,0,1,0,10,4
> 529,0.2,-0.17,15,4,2,16,4,0,0,0,0,1,1,0,10,5
> 536,0.2,-0.27,11,0,-2,0,4,1,0,0,0,0,1,1,1,1
> 536,0.29,-0.17,12,1,-1,1,1,0,1,0,0,0,1,1,1,2
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> 1448,0.85,0.37,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 1448,1.02,0.42,15,4,2,16,4,0,0,0,0,1,0,0,2,5
> 1450,0.2,0.2,11,0,-2,0,4,1,0,0,0,0,0,0,2,1
> 1450,0.51,0.32,12,1,-1,1,1,0,1,0,0,0,0,0,2,2
> 1450,0.37,0.26,13,2,0,4,0,0,0,1,0,0,0,0,2,3
> 1450,0.69,0.26,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 1450,0.69,0.2,15,4,2,16,4,0,0,0,0,1,0,0,2,5
> 1465,0.51,-0.01,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 1465,0.85,0.14,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 1465,0.51,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 1465,0.64,0.14,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 1477,0.11,-0.27,11,0,-2,0,4,1,0,0,0,0,0,0,3,1
> 1477,0.64,-0.01,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 1477,0.75,0.14,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 1477,0.75,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 1477,0.44,-0.09,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 1486,0,-0.37,12,1,-1,1,1,0,1,0,0,0,1,0,4,2
> 1486,0,-0.37,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 1486,0.11,-0.37,14,3,1,9,1,0,0,0,1,0,1,0,4,4
> 1486,0,-0.37,15,4,2,16,4,0,0,0,0,1,1,0,4,5
> 1496,0.11,-0.37,11,0,-2,0,4,1,0,0,0,0,1,0,10,1
> 1496,0.51,0.42,12,1,-1,1,1,0,1,0,0,0,1,0,10,2
> 1496,0.58,0.61,13,2,0,4,0,0,0,1,0,0,1,0,10,3
> 1496,0.58,0.65,14,3,1,9,1,0,0,0,1,0,1,0,10,4
> 1496,0.58,0.47,15,4,2,16,4,0,0,0,0,1,1,0,10,5
> 1507,0.11,-0.17,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 1507,0,-0.37,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 1507,0.51,0.14,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 1507,0.51,0.32,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 1507,0.58,0.32,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 1514,0.11,0.07,11,0,-2,0,4,1,0,0,0,0,0,0,7,1
> 1514,0,-0.37,12,1,-1,1,1,0,1,0,0,0,0,0,7,2
> 1514,0,-0.17,13,2,0,4,0,0,0,1,0,0,0,0,7,3
> 1514,0,-0.27,14,3,1,9,1,0,0,0,1,0,0,0,7,4
> 1514,0,-0.17,15,4,2,16,4,0,0,0,0,1,0,0,7,5
> 1521,0,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,3,2
> 1521,0.37,0.14,13,2,0,4,0,0,0,1,0,0,1,0,3,3
> 1521,0.29,0.14,14,3,1,9,1,0,0,0,1,0,1,0,3,4
> 1521,0.58,0.26,15,4,2,16,4,0,0,0,0,1,1,0,3,5
> 1524,0.29,-0.01,11,0,-2,0,4,1,0,0,0,0,1,0,2,1
> 1524,0.11,-0.09,12,1,-1,1,1,0,1,0,0,0,1,0,2,2
> 1524,0.37,0.37,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 1524,0.2,-0.17,14,3,1,9,1,0,0,0,1,0,1,0,2,4
> 1524,0.37,-0.17,15,4,2,16,4,0,0,0,0,1,1,0,2,5
> 1526,0.2,0.26,11,0,-2,0,4,1,0,0,0,0,1,0,4,1
> 1526,0.51,-0.17,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 1526,0.44,0.07,14,3,1,9,1,0,0,0,1,0,1,0,4,4
> 1526,0.29,-0.37,15,4,2,16,4,0,0,0,0,1,1,0,4,5
> 1527,0.29,-0.37,11,0,-2,0,4,1,0,0,0,0,0,0,5,1
> 1527,0.51,-0.09,12,1,-1,1,1,0,1,0,0,0,0,0,5,2
> 1527,0.11,-0.17,13,2,0,4,0,0,0,1,0,0,0,0,5,3
> 1527,0.69,-0.37,14,3,1,9,1,0,0,0,1,0,0,0,5,4
> 1538,0.11,-0.27,11,0,-2,0,4,1,0,0,0,0,1,0,5,1
> 1538,0.29,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
> 1538,0.29,-0.09,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 1538,0,-0.17,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 1538,0.2,0.07,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 1542,0.2,0.14,11,0,-2,0,4,1,0,0,0,0,0,0,2,1
> 1542,0.2,0.32,12,1,-1,1,1,0,1,0,0,0,0,0,2,2
> 1542,0.69,0.52,13,2,0,4,0,0,0,1,0,0,0,0,2,3
> 1542,0.58,0.47,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 1542,0.75,0.32,15,4,2,16,4,0,0,0,0,1,0,0,2,5
> 1552,0,-0.17,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 1552,0.11,-0.01,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 1552,0.8,0.2,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 1552,0.44,0.07,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 1552,0.44,0.07,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 1572,0.11,-0.27,12,1,-1,1,1,0,1,0,0,0,1,1,2,2
> 1572,0.2,0.14,13,2,0,4,0,0,0,1,0,0,1,1,2,3
> 1572,0.2,-0.09,14,3,1,9,1,0,0,0,1,0,1,1,2,4
> 1577,0.11,-0.37,11,0,-2,0,4,1,0,0,0,0,1,1,2,1
> 1577,0,-0.37,12,1,-1,1,1,0,1,0,0,0,1,1,2,2
> 1577,0.29,0.07,13,2,0,4,0,0,0,1,0,0,1,1,2,3
> 1577,0.11,0.07,14,3,1,9,1,0,0,0,1,0,1,1,2,4
> 1577,0,-0.37,15,4,2,16,4,0,0,0,0,1,1,1,2,5
> 1581,0,-0.37,11,0,-2,0,4,1,0,0,0,0,1,1,1,1
> 1581,0,-0.37,12,1,-1,1,1,0,1,0,0,0,1,1,1,2
> 1581,0,-0.37,13,2,0,4,0,0,0,1,0,0,1,1,1,3
> 1581,0,-0.37,14,3,1,9,1,0,0,0,1,0,1,1,1,4
> 1581,0,-0.27,15,4,2,16,4,0,0,0,0,1,1,1,1,5
> 1593,0,0.07,11,0,-2,0,4,1,0,0,0,0,0,0,3,1
> 1593,0.11,0.07,12,1,-1,1,1,0,1,0,0,0,0,0,3,2
> 1593,0,0.37,13,2,0,4,0,0,0,1,0,0,0,0,3,3
> 1593,0.2,0.37,14,3,1,9,1,0,0,0,1,0,0,0,3,4
> 1593,0.2,0.26,15,4,2,16,4,0,0,0,0,1,0,0,3,5
> 1598,0.11,-0.17,11,0,-2,0,4,1,0,0,0,0,0,0,4,1
> 1598,0.51,-0.17,12,1,-1,1,1,0,1,0,0,0,0,0,4,2
> 1598,0.44,0.07,13,2,0,4,0,0,0,1,0,0,0,0,4,3
> 1598,0.51,-0.01,14,3,1,9,1,0,0,0,1,0,0,0,4,4
> 1598,0.58,0.07,15,4,2,16,4,0,0,0,0,1,0,0,4,5
> 1615,0,-0.17,11,0,-2,0,4,1,0,0,0,0,1,0,5,1
> 1615,0,-0.27,12,1,-1,1,1,0,1,0,0,0,1,0,5,2
> 1615,0.11,-0.17,13,2,0,4,0,0,0,1,0,0,1,0,5,3
> 1615,0.2,-0.09,14,3,1,9,1,0,0,0,1,0,1,0,5,4
> 1615,0.44,-0.09,15,4,2,16,4,0,0,0,0,1,1,0,5,5
> 1621,0.2,-0.09,13,2,0,4,0,0,0,1,0,0,1,0,6,3
> 1621,0.58,-0.01,14,3,1,9,1,0,0,0,1,0,1,0,6,4
> 1621,0.51,-0.01,15,4,2,16,4,0,0,0,0,1,1,0,6,5
> 1641,0,-0.37,11,0,-2,0,4,1,0,0,0,0,0,1,2,1
> 1641,0,-0.24,12,1,-1,1,1,0,1,0,0,0,0,1,2,2
> 1641,0,-0.37,13,2,0,4,0,0,0,1,0,0,0,1,2,3
> 1641,0,-0.17,14,3,1,9,1,0,0,0,1,0,0,1,2,4
> 1641,0.11,-0.27,15,4,2,16,4,0,0,0,0,1,0,1,2,5
> 1642,0,0.56,13,2,0,4,0,0,0,1,0,0,0,0,2,3
> 1642,0,0.2,14,3,1,9,1,0,0,0,1,0,0,0,2,4
> 1642,0,-0.37,15,4,2,16,4,0,0,0,0,1,0,0,2,5
> 1650,0.44,-0.27,11,0,-2,0,4,1,0,0,0,0,1,0,4,1
> 1650,0.51,-0.37,12,1,-1,1,1,0,1,0,0,0,1,0,4,2
> 1650,0.64,-0.27,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 1653,0.11,0.07,11,0,-2,0,4,1,0,0,0,0,0,0,6,1
> 1653,0.11,-0.09,12,1,-1,1,1,0,1,0,0,0,0,0,6,2
> 1653,0.29,-0.09,13,2,0,4,0,0,0,1,0,0,0,0,6,3
> 1653,0.44,0.26,14,3,1,9,1,0,0,0,1,0,0,0,6,4
> 1653,0.75,0.73,15,4,2,16,4,0,0,0,0,1,0,0,6,5
> 1677,0.2,-0.17,11,0,-2,0,4,1,0,0,0,0,1,1,2,1
> 1677,0.37,-0.37,12,1,-1,1,1,0,1,0,0,0,1,1,2,2
> 1677,0.29,-0.01,13,2,0,4,0,0,0,1,0,0,1,1,2,3
> 1677,0.2,-0.17,14,3,1,9,1,0,0,0,1,0,1,1,2,4
> 1677,0.2,-0.37,15,4,2,16,4,0,0,0,0,1,1,1,2,5
> 1693,0,-0.09,11,0,-2,0,4,1,0,0,0,0,1,0,4,1
> 1693,0.2,0.07,12,1,-1,1,1,0,1,0,0,0,1,0,4,2
> 1693,0.2,-0.09,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 1693,0.2,-0.01,14,3,1,9,1,0,0,0,1,0,1,0,4,4
> 1693,0.2,-0.01,15,4,2,16,4,0,0,0,0,1,1,0,4,5
> 1696,0.11,-0.37,11,0,-2,0,4,1,0,0,0,0,1,0,4,1
> 1696,0.11,0.07,12,1,-1,1,1,0,1,0,0,0,1,0,4,2
> 1696,0,-0.17,13,2,0,4,0,0,0,1,0,0,1,0,4,3
> 1696,0,-0.17,14,3,1,9,1,0,0,0,1,0,1,0,4,4
> 1696,0,0.07,15,4,2,16,4,0,0,0,0,1,1,0,4,5
> 1708,0,-0.37,12,1,-1,1,1,0,1,0,0,0,1,0,1,2
> 1708,0.44,-0.37,13,2,0,4,0,0,0,1,0,0,1,0,1,3
> 1708,0.29,-0.37,14,3,1,9,1,0,0,0,1,0,1,0,1,4
> 1708,0.29,-0.37,15,4,2,16,4,0,0,0,0,1,1,0,1,5
> 1720,0.2,-0.09,11,0,-2,0,4,1,0,0,0,0,1,0,2,1
> 1720,0,-0.17,12,1,-1,1,1,0,1,0,0,0,1,0,2,2
> 1720,0,-0.27,13,2,0,4,0,0,0,1,0,0,1,0,2,3
> 1720,0,-0.37,14,3,1,9,1,0,0,0,1,0,1,0,2,4
> 1720,0,-0.27,15,4,2,16,4,0,0,0,0,1,1,0,2,5
> _______________________________________________
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> https://stat.ethz.ch/mailman/listinfo/r-sig-mixed-models
--
Andrew Robinson
Program Manager, ACERA
Department of Mathematics and Statistics Tel: +61-3-8344-6410
University of Melbourne, VIC 3010 Australia (prefer email)
http://www.ms.unimelb.edu.au/~andrewpr Fax: +61-3-8344-4599
http://www.acera.unimelb.edu.au/
Forest Analytics with R (Springer, 2011)
http://www.ms.unimelb.edu.au/FAwR/
Introduction to Scientific Programming and Simulation using R (CRC, 2009):
http://www.ms.unimelb.edu.au/spuRs/
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